TABLE 3.
AUROC comparisons between different cMLP Granger causality selection penalties on simulated Lorenz-96 data as a function of the input model lag, K. Results are the mean across five initializations, with 95% confidence intervals.
| Lag K | 5 | 10 | 20 |
|---|---|---|---|
| GROUP | 88.1 ± 0.8 | 82.5 ± 0.3 | 80.5 ± 0.5 |
| MIXED | 90.1 ± 0.5 | 85.4 ± 0.3 | 83.3 ± 1.1 |
| HIER | 95.5 ± 0.2 | 95.4 ± 0.5 | 95.2 ± 0.3 |